{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_1.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "midwest= pd.read_csv(\"http://goo.gl/G1K41K\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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"
     },
     "metadata": {
      "jupyter-vega": "#5c5892f8-2c1f-40e9-84b0-a23d8b9387b6"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "X()\n",
    "chart = Chart(midwest)\n",
    "chart.mark_circle().encode(\n",
    "    x=X('area', title='Area'),\n",
    "    y=Y('poptotal', title='Population'),\n",
    "    color=Color('state'),\n",
    "    size='popdensity',\n",
    ").transform_data(filter = (expr.df.poptotal<50000)).configure(numberFormat='0.2f')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Todo\n",
    "\n",
    "1. Add smoothing line? Does Vega support it yet?\n",
    "3. No way to set title?\n",
    "4. No way to set caption?"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
